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In-network Neural Networks #317

Open Swall0w opened 6 years ago

Swall0w commented 6 years ago

Siracusano, Giuseppe, Bifulco, Roberto

We present N2Net, a system that implements binary neural networks using commodity switching chips deployed in network switches and routers. Our system shows that these devices can run simple neural network models, whose input is encoded in the network packets' header, at packet processing speeds (billions of packets per second). Furthermore, our experience highlights that switching chips could support even more complex models, provided that some minor and cheap modifications to the chip's design are applied. We believe N2Net provides an interesting building block for future end-to-end networked systems.

https://arxiv.org/abs/1801.05731

WQQ0921 commented 3 years ago

Is there any N2Net source code that has been made public?